Neural Network Quantization for Microcontrollers: A Comprehensive Survey of Methods, Platforms, and Applications

Hamza A. Abushahla, Dara Varam, Ariel Justine N. Panopio +1

The deployment of Quantized Neural Networks (QNNs) on resource-constrained edge devices, such as microcontrollers (MCUs), introduces fundamental challenges in balancing model perfo…